Medline Academics has taken this exact stance with its recently launched Fellowship in Radiology. The fellowship is intended to go beyond textbook explanations and concentrate on the reasons behind each modality, such as why MRI and PET provide unmatched soft tissue and molecular-level insights, why CT overcomes superimposition, why X-ray performs best in high-density contrast scenarios, and when ultrasound's impedance-based imaging works best. By combining knowledge of imaging physics, the unique advantages and drawbacks of different imaging techniques, and how these are applied in various parts of the body, the program helps learners gain the confidence and ability to interpret medical images with both accuracy and real-world relevance.